Individual Game Analysis
1 Game Profile
1.1 Estimated Outcomes on BGG
This table displays the selected game’s current values on four BGG outcomes (UsersRated, Average, GeekRating, Weight) along with my predictive model(s) estimated values for where these games are likely to end up.
Published | ID | Name | Type | UserRatings | Average | GeekRating | Weight |
2021 | Current | 106 | 6.24 | 5.54 | 2.50 | ||
Estimated | 200 | 7.53 | 5.70 | 3.15 |
To see more information about the game on boardgamegeek, click on the game’s ID or Name to go straight to the game’s profile page.
1.2 Game Description
Description |
AVGhost: Paranormal Investigation is a cooperative game for 1 to 4 players, where you will take control of a team of paranormal investigators. All of them are part of a specialized agency that investigates and solves paranormal events and poltergeist. In the game, you will be hired to by several people with issues, who will request you to cleanse their homes from troublesome ghosts and spirits. AVGhost Includes 6 different cases to investigate, with a total duration of nearly 30 hours of gameplay. The game is designed to be played in the dark, with support from a digital APP that will reveal clues, add background music and will startle you with the sounds and voices from different paranormal events. But you may always play with the lights on and without the APP, by using the investigation booklet to completely replace the digital APP. |
1.3 Game Information
Information on the game’s designers, artists, families, mechanics and categories from BGG.
Published | ID | Name | Publisher(s) | Designer(s) | Artist(s) | Categories | Families | Mechanics |
2021 | Mystical Games | Beatriz Alvarez | Henning Ludvigsen | Environmental | Creatures: Ghosts | Cooperative Game | ||
Pablo Miras | Pablo Miras | Horror | Crowdfunding: Kickstarter | Modular Board | ||||
Jarrod Owen | Miniatures | |||||||
Nicoleta Stavarache | Murder/Mystery | |||||||
For the full profile of the selected game, click on the links in the table or go to https://boardgamegeek.com/boardgame/156443
1.4 Explaining Predictions
For each of the predictions above, I used models that were trained on historical boardgamegeek data in order to predict the selected game. How did the model(s) arrive at their predictions? The following plot displays Shapley values to indicate what features were most influential for the model’s predictions. Anything in blue increased the model’s predictions, anything in red decreased the model’s predictions.
2 Finding Similar Games
What games are similar to AVGhost: Paranormal Investigation? I compare the selected game to every other game on boardgamegeek based on its mechanics, playing time, complexity, and game type. The tables below display the games which had the most similar data to AVGhost: Paranormal Investigation. The reported similarity is the cosine similarity between the selected game and all other games published before 2021.
This similarity score ranges from -1 to 1, where similarity of 1 indicates that games are exactly identical (a game will have a score of 1 with itself).
Note: This analysis does not look at a game’s ratings on BGG, publisher, artist, or designer - it focuses on finding similar games based on how they play, not how they are rated or by their theme.
2.1 Most Similar Games
The table below displays games with the most similar data to AVGhost: Paranormal Investigation. Click on a game’s ID or Name to go straight to its profile on boardgamegeek.
Rank | Published | ID | Name | Similarity | GeekRating | Average | Weight | UserRatings |
-- | 2021 | 1.00 | 5.54 | 6.24 | 3.15 | 106 | ||
1 | 2016 | 0.97 | 5.65 | 7.17 | 3.43 | 201 | ||
2 | 2020 | 0.94 | 5.56 | 8.02 | 3.33 | 54 | ||
3 | 2019 | 0.93 | 5.82 | 7.38 | 3.11 | 401 | ||
4 | 1994 | 0.93 | 5.54 | 6.39 | 2.75 | 97 | ||
5 | 2019 | 0.91 | 5.69 | 8.05 | 2.44 | 195 | ||
6 | 2017 | 0.89 | 5.64 | 6.97 | 3.25 | 239 | ||
7 | 2020 | 0.89 | 5.56 | 6.91 | 2.80 | 89 | ||
8 | 2015 | 0.88 | 5.56 | 6.51 | 3.00 | 143 | ||
9 | 2020 | 0.88 | 6.07 | 7.49 | 2.83 | 933 | ||
10 | 2016 | 0.88 | 5.62 | 7.91 | 2.67 | 129 | ||
11 | 2019 | 0.87 | 6.03 | 8.84 | 4.23 | 612 | ||
12 | 2015 | 0.86 | 5.71 | 7.78 | 3.33 | 254 | ||
13 | 2019 | 0.85 | 5.62 | 7.49 | 2.14 | 196 | ||
14 | 2017 | 0.85 | 5.60 | 6.56 | 2.25 | 262 | ||
15 | 2018 | 0.85 | 5.97 | 8.16 | 2.59 | 445 | ||
16 | 2016 | 0.85 | 5.58 | 6.46 | 2.38 | 187 | ||
17 | 2017 | 0.84 | 5.63 | 6.74 | 2.75 | 200 | ||
18 | 2017 | 0.84 | 5.87 | 7.24 | 3.44 | 626 | ||
19 | 1995 | 0.84 | 6.55 | 7.49 | 2.69 | 2,449 | ||
20 | 2017 | 0.84 | 5.54 | 6.61 | 3.33 | 116 | ||
21 | 2015 | 0.84 | 5.82 | 7.32 | 3.22 | 515 | ||
22 | 2018 | 0.84 | 6.11 | 8.51 | 3.56 | 577 | ||
23 | 2018 | 0.84 | 5.72 | 6.81 | 3.00 | 381 | ||
24 | 2020 | 0.83 | 5.61 | 8.74 | 4.00 | 68 | ||
25 | 2014 | 0.83 | 5.49 | 5.17 | 4.00 | 37 |
Click on the ID or Name for any game to go its profile page on boardgamegeek.
2.2 Most Similar, Highly Rated Games
What games are similar to AVGhost: Paranormal Investigation while also being highly rated by the boardgamegeek community? In this table I multiply every neighboring game’s similarity score by its GeekRating. The resulting score is an attempt to balance these two quantities.
Rank | Published | ID | Name | Score | Similarity | GeekRating | Average | Weight | UserRatings |
-- | 2021 | 5.54 | 1.00 | 5.54 | 6.24 | 3.15 | 106 | ||
1 | 2016 | 5.91 | 0.77 | 7.71 | 8.01 | 2.43 | 15,535 | ||
2 | 2014 | 5.65 | 0.83 | 6.83 | 8.04 | 3.39 | 2,302 | ||
3 | 2015 | 5.60 | 0.77 | 7.29 | 7.66 | 2.50 | 14,109 | ||
4 | 2014 | 5.55 | 0.79 | 6.98 | 7.96 | 3.35 | 3,629 | ||
5 | 1995 | 5.51 | 0.84 | 6.55 | 7.49 | 2.69 | 2,449 | ||
6 | 2016 | 5.50 | 0.97 | 5.65 | 7.17 | 3.43 | 201 | ||
7 | 2019 | 5.40 | 0.93 | 5.82 | 7.38 | 3.11 | 401 | ||
8 | 2020 | 5.33 | 0.88 | 6.07 | 7.49 | 2.83 | 933 | ||
9 | 2019 | 5.24 | 0.87 | 6.03 | 8.84 | 4.23 | 612 | ||
10 | 2017 | 5.24 | 0.81 | 6.47 | 7.78 | 3.67 | 1,765 | ||
11 | 2020 | 5.23 | 0.94 | 5.56 | 8.02 | 3.33 | 54 | ||
12 | 2017 | 5.23 | 0.80 | 6.56 | 7.19 | 2.54 | 4,389 | ||
13 | 2018 | 5.19 | 0.73 | 7.14 | 7.75 | 3.33 | 6,839 | ||
14 | 2018 | 5.18 | 0.81 | 6.41 | 7.89 | 3.39 | 1,686 | ||
15 | 2019 | 5.18 | 0.91 | 5.69 | 8.05 | 2.44 | 195 | ||
16 | 1994 | 5.13 | 0.93 | 5.54 | 6.39 | 2.75 | 97 | ||
17 | 2018 | 5.12 | 0.84 | 6.11 | 8.51 | 3.56 | 577 | ||
18 | 2018 | 5.07 | 0.85 | 5.97 | 8.16 | 2.59 | 445 | ||
19 | 2017 | 5.05 | 0.89 | 5.64 | 6.97 | 3.25 | 239 | ||
20 | 2019 | 5.03 | 0.83 | 6.05 | 7.80 | 3.88 | 798 | ||
21 | 2011 | 5.01 | 0.74 | 6.75 | 7.50 | 3.06 | 3,229 | ||
22 | 2015 | 5.00 | 0.82 | 6.08 | 7.37 | 2.60 | 836 | ||
23 | 2017 | 4.94 | 0.84 | 5.87 | 7.24 | 3.44 | 626 | ||
24 | 2015 | 4.93 | 0.86 | 5.71 | 7.78 | 3.33 | 254 | ||
25 | 2016 | 4.92 | 0.88 | 5.62 | 7.91 | 2.67 | 129 |
2.3 Why Are Games Considered Similar?
I first ran a dimension reduction method (PCA) to identify the main points of variation for games on BGG. The first 25 components explained roughly 50% of the overall variation in the dataset, so I computed the cosine similarity between every game’s score on these 25 components.
2.3.1 Plotting All Games
The following plot shows every game on BGG plotted on the first two principal components of variation. I then highlight where the selected game and its nearest neighbors fall on these first two components.
2.3.2 Game Profiles
Similarity scores are based on 25 principal components - the next table displays the selected game and its neighbors profiles on each of these components.
2.3.3 Examining Components
What are these components? The following plot shows which features contribute the most to each component.
